Open Source Computer Vision Library https://opencv.org/
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#include <opencv2/opencv.hpp>
using namespace cv;
class TravelSalesman : public ml::SimulatedAnnealingSolverSystem
{
private :
const std::vector<Point>& posCity;
std::vector<int>& next;
RNG rng;
int d0,d1,d2,d3;
public:
TravelSalesman(std::vector<Point> &p, std::vector<int> &n) :
posCity(p), next(n)
{
rng = theRNG();
}
/** Give energy value for a state of system.*/
/*virtual*/ double energy() const;
/** Function which change the state of system (random pertubation).*/
/*virtual*/ void changeState();
/** Function to reverse to the previous state.*/
/*virtual*/ void reverseState();
};
void TravelSalesman::changeState()
{
d0 = rng.uniform(0,static_cast<int>(posCity.size()));
d1 = next[d0];
d2 = next[d1];
d3 = next[d2];
next[d0] = d2;
next[d2] = d1;
next[d1] = d3;
}
void TravelSalesman::reverseState()
{
next[d0] = d1;
next[d1] = d2;
next[d2] = d3;
}
double TravelSalesman::energy() const
{
double e = 0;
for (size_t i = 0; i < next.size(); i++)
{
e += norm(posCity[i]-posCity[next[i]]);
}
return e;
}
static void DrawTravelMap(Mat &img, std::vector<Point> &p, std::vector<int> &n)
{
for (size_t i = 0; i < n.size(); i++)
{
circle(img,p[i],5,Scalar(0,0,255),2);
line(img,p[i],p[n[i]],Scalar(0,255,0),2);
}
}
int main(void)
{
int nbCity=40;
Mat img(500,500,CV_8UC3,Scalar::all(0));
RNG rng(123456);
int radius=static_cast<int>(img.cols*0.45);
Point center(img.cols/2,img.rows/2);
std::vector<Point> posCity(nbCity);
std::vector<int> next(nbCity);
for (size_t i = 0; i < posCity.size(); i++)
{
double theta = rng.uniform(0., 2 * CV_PI);
posCity[i].x = static_cast<int>(radius*cos(theta)) + center.x;
posCity[i].y = static_cast<int>(radius*sin(theta)) + center.y;
next[i]=(i+1)%nbCity;
}
Ptr<TravelSalesman> ts_system(new TravelSalesman(posCity, next));
ml::SimulatedAnnealingSolver ts(ts_system);
ts.setIterPerStep(10000*nbCity);
ts.setCoolingRatio(0.99);
ts.setInitialTemperature(100);
ts.setFinalTemperature(100*0.97);
DrawTravelMap(img,posCity,next);
imshow("Map",img);
waitKey(10);
for (int i = 0, zeroChanges = 0; zeroChanges < 10; i++)
{
int changesApplied = ts.run();
img = Mat::zeros(img.size(),CV_8UC3);
DrawTravelMap(img, posCity, next);
imshow("Map", img);
int k = waitKey(10);
double ti=ts.getFinalTemperature();
std::cout << "i=" << i << " changesApplied=" << changesApplied << " temp=" << ti << " result=" << ts_system->energy() << std::endl;
if (k == 27 || k == 'q' || k == 'Q')
return 0;
if (changesApplied == 0)
zeroChanges++;
ts.setInitialTemperature(ti);
ts.setFinalTemperature(ti*0.97);
}
std::cout << "Done" << std::endl;
waitKey(0);
return 0;
}